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Eliezer_Yudkowsky comments on Open Thread: February 2010, part 2 - Less Wrong
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I second the question. "Elements of Statistical Learning" is Bayes-aware though not Bayesian, and quite good, but that's statistical learning which isn't the same thing at all.